journal article·2021Open access

An Intelligent Cluster Optimization Algorithm for Smart Body Area Networks

Adil Mushtaq, Muhammad Nadeem Majeed, Farhan Aadil, Muhammad Fahad Khan, Sangsoon Lim

Computers, Materials & Continua· Volume 67· Issue 3

Abstract

Body Area Networks (BODYNETs) or Wireless Body Area Networks (WBAN), being an important type of ad-hoc network, plays a vital role in multimedia, safety, and traffic management applications. In BODYNETs, rapid topology changes occur due to high node mobility, which affects the scalability of the network. Node clustering is one mechanism among many others, which is used to overcome this issue in BODYNETs. There are many clustering algorithms used in this domain to overcome this issue. However, these algorithms generate a large number of Cluster Heads (CHs), which results in scarce resource utilization and degraded performance. In this research, an efficient clustering technique is proposed to handle these problems. The transmission range of BODYNET nodes is dynamically tuned accordingly as per their operational requirements. By optimizing the transmission range, the packet loss ratio is minimized, and link quality is improved, which leads to reduced energy consumption. To select optimal CHs the Whale Optimization Algorithm (WOA) is used based on their fitness, which enhances the network performance by reducing routing overhead. Our proposed scheme outclasses the existing state-of-the-art techniques, e.g., Ant Colony Optimization (ACO), Gray Wolf Optimization (GWO), and Dragonfly Optimization Algorithm (DFA) in terms of energy consumption and cluster building time.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Wireless Body Area Networks · Molecular Communication and Nanonetworks · IoT and Edge/Fog Computing

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (34)

Show source-provided references
1. Yang · Body Sensor Networks · 2014 · 30110.1007/978-1-4471-6374-9_8 ↗
2. Enabling effective programming and flexible management of efficient body sensor network applications10.1109/TSMCC.2012.2215852 ↗
3. Learning-based context-aware resource allocation for edge-computing-empowered industrial IoT10.1109/JIOT.2019.2963371 ↗
4. A survey on resource management in IoT operating systems10.1109/ACCESS.2018.2808324 ↗
5. OGMAD: Optimal GTS-allocation mechanism for adaptive data requirements in IEEE 802.15.4 based internet of things10.1109/ACCESS.2019.2955544 ↗
6. Cloud-assisted body area networks: State-of-the-art and future challenges10.1007/s11276-014-0714-1 ↗
7. A comprehensive survey of wireless body area networks10.1007/s10916-010-9571-3 ↗
8. Multi-sensor fusion in body sensor networks: State-of-the-art and research challenges10.1016/j.inffus.2016.09.005 ↗
9. Optimal haptic communications over nanonetworks for E-health systems,10.1109/TII.2019.2902604 ↗
10. A survey of routing protocols in wireless body sensor networks10.3390/s140101322 ↗
11. Energy efficient thermal aware routing algorithms for embedded biomedical sensor networks
12. Energy-efficient multi-hop medical sensor networking
13. Data security and privacy in wireless body area networks10.1109/MWC.2010.5416350 ↗
14. Mutual authentication in wireless body sensor networks (WBSN) based on Physical Unclonable Function (PUF)
15. A review of routing protocols in wireless body area networks10.4304/jnw.8.3.559-575 ↗
16. Opportunistic routing for body area network
17. Probabilistic routing in on-body sensor networks with postural disconnections
18. Energy efficient thermal and power aware (ETPA) routing in body area networks
19. DTN routing in body sensor networks with dynamic postural partitioning10.1016/j.adhoc.2010.03.002 ↗
20. Communication scheduling to minimize thermal effects of implanted biosensor networks in homogeneous tissue10.1109/TBME.2005.847527 ↗
21. Hotspot preventing routing algorithm for delay-sensitive applications of in vivo biomedical sensor networks10.1016/j.inffus.2007.02.001 ↗
22. Wireless body area networks: A survey10.1109/SURV.2013.121313.00064 ↗
23. The wireless autonomous spanning tree protocol for multihop wireless body area networks
24. Improving reliability in multi-hop body sensor networks
25. A QoS-aware routing service framework for biomedical sensor networks
26. A reinforcement learning based routing protocol with QoS support for biomedical sensor networks
27. Anybody: A self-organization protocol for body area networks
28. On data gathering protocols for in-body biomedical sensor networks
29. CACONET: Ant colony optimization (ACO) based clustering algorithm for VANET10.1371/journal.pone.0154080 ↗
30. Performance evaluation of CLPSO and MOPSO routing algorithms for optimized clustering in Vehicular ad hoc networks
31. Clustering algorithm for internet of vehicles (IoV) based on dragonfly optimizer (CAVDO)10.1007/s11227-018-2305-x ↗
32. Grey wolf optimization-based clustering algorithm for vehicular ad-hoc networks10.1016/j.compeleceng.2018.01.002 ↗
33. Implementation of evolutionary algorithms in vehicular ad-hoc network for cluster optimization
34. Intelligent clustering in vehicular ad hoc networks